Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
# !unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
from torch.utils.data import DataLoader

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    
    transform = transforms.Compose([transforms.Resize(image_size),
                                    transforms.ToTensor()])

    # define datasets using ImageFolder
    train_dataset = datasets.ImageFolder(data_dir, transform)

    # create and return DataLoaders
    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True, num_workers=num_workers)

    return train_loader
    
    return None

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 128
img_size = 32
num_workers = 0

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.8510)
Max:  tensor(0.8824)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """
    Creates a convolutional layer with optional batch normalization
    :param in_channels:
    :param out_channels:
    :param kernel_size:
    :param stride:
    :param padding:
    :param batch_norm:
    :return:
    """
    # a kernel size 4, stride 2 and padding 1 will downsize by half

    layers = []
    conv_layer = nn.Conv2d(in_channels, out_channels,
                           kernel_size=kernel_size, stride=stride, padding=padding, bias=False)

    # append conv_layer
    layers.append(conv_layer)

    # add the optional batch_norm
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))

    # using Sequential container
    return nn.Sequential(*layers)


class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim

        # 32 X 32 X 3
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        # 16 X 16 X 32
        self.conv2 = conv(conv_dim, conv_dim * 2, 4, batch_norm=True)
        # 8 X 8 X 64
        self.conv3 = conv(conv_dim * 2, conv_dim * 4, 4, batch_norm=True)
        # 4 X 4 X 128
        self.fc1 = nn.Linear(conv_dim * 4 * 4 * 4, 1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        # all conv layers + leaky relu activation with negative slope 0.2
        x = F.leaky_relu(self.conv1(x), 0.2)
        x = F.leaky_relu(self.conv2(x), 0.2)
        x = F.leaky_relu(self.conv3(x), 0.2)
        # flatten
        x = x.view(-1, self.conv_dim * 4 * 4 * 4)
        # last fully connected layer
        x = self.fc1(x)
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """
    Creates a transpose convolutional layer with optional batch normalization
    :param in_channels:
    :param out_channels:
    :param kernel_size:
    :param stride:
    :param padding:
    :param batch_norm:
    :return:
    """
    # create a sequence of transpose + optional batch norm layers

    layers = []

    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels,
                                              kernel_size=kernel_size, stride=stride, padding=padding, bias=False)
    layers.append(transpose_conv_layer)

    # add the optional batch_norm
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))

    # using Sequential container
    return nn.Sequential(*layers)


class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
    
        self.conv_dim = conv_dim

        # fully connected layer --> z_size to conv_dim X 4 X 4 X 4
        self.fc1 = nn.Linear(z_size, conv_dim * 4 * 4 * 4)

        # transpose conv layers
        # 4 x 4 x 128
        self.t_conv1 = deconv(conv_dim * 4, conv_dim * 2, 4)
        # 8 x 8 x 64
        self.t_conv2 = deconv(conv_dim * 2, conv_dim, 4)
        # 16 x 16 x 32
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)
        # 32 x 32 x 3
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        # fully connected layer + reshape
        x = self.fc1(x)
        x = x.view(-1, self.conv_dim * 4, 4, 4)

        # hidden transpose layers with relu
        x = F.relu(self.t_conv1(x))
        x = F.relu(self.t_conv2(x))

        # last layer + tanh
        x = self.t_conv3(x)
        x = F.tanh(x)

        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    init_gain = 0.02
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        nn.init.normal_(m.weight.data, 0.0, init_gain)

        if hasattr(m, 'bias') and m.bias is not None:
            nn.init.constant_(m.bias.data, 0.0)
    elif classname.find('BatchNorm2d') != -1: 
        nn.init.normal_(m.weight.data, 1.0, init_gain)
        nn.init.constant_(m.bias.data, 0.0)
    
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc1): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc1): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)

    # real labels = 1
    labels = torch.ones(batch_size)

    # move labels to GPU if available
    if train_on_gpu:
        labels = labels.cuda()

    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)

    # fake labels = 0
    labels = torch.zeros(batch_size)

    if train_on_gpu:
        labels = labels.cuda()

    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# Create optimizers for the discriminator D and generator G
# hyper parameters
lr = 0.0002
beta1 = 0.5
beta2 = 0.999

# Optimizers
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
                        # A. Train the discriminator on real and fake images
            d_optimizer.zero_grad()

            # Train with real images
            if train_on_gpu:
                real_images = real_images.cuda()

            # compute the discriminator loss on real images
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)

            # Train with fake images
            # generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # compute the discriminator loss on fake images
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)

            # add up losses and perform back prop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()


            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()

            # 1. Train with fake images and flipped labels
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator loss on fake images using flipped labels
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)

            # perform back prop
            g_loss.backward()
            g_optimizer.step() 
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 50


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   50] | d_loss: 1.2832 | g_loss: 1.2354
Epoch [    1/   50] | d_loss: 0.1136 | g_loss: 3.4657
Epoch [    1/   50] | d_loss: 0.2354 | g_loss: 3.1357
Epoch [    1/   50] | d_loss: 0.3468 | g_loss: 2.7155
Epoch [    1/   50] | d_loss: 0.3575 | g_loss: 2.8040
Epoch [    1/   50] | d_loss: 0.4933 | g_loss: 2.6275
Epoch [    1/   50] | d_loss: 0.5923 | g_loss: 3.1175
Epoch [    1/   50] | d_loss: 0.6625 | g_loss: 1.3285
Epoch [    1/   50] | d_loss: 0.7327 | g_loss: 2.1715
Epoch [    1/   50] | d_loss: 0.9562 | g_loss: 1.4475
Epoch [    1/   50] | d_loss: 1.3148 | g_loss: 0.7884
Epoch [    1/   50] | d_loss: 1.0854 | g_loss: 1.3861
Epoch [    1/   50] | d_loss: 1.2667 | g_loss: 0.5670
Epoch [    1/   50] | d_loss: 1.0862 | g_loss: 1.4146
Epoch [    1/   50] | d_loss: 1.1967 | g_loss: 0.8827
Epoch [    2/   50] | d_loss: 1.1530 | g_loss: 1.4281
Epoch [    2/   50] | d_loss: 1.1438 | g_loss: 0.7099
Epoch [    2/   50] | d_loss: 1.0565 | g_loss: 0.6714
Epoch [    2/   50] | d_loss: 1.2205 | g_loss: 2.1588
Epoch [    2/   50] | d_loss: 1.1477 | g_loss: 1.2244
Epoch [    2/   50] | d_loss: 1.0162 | g_loss: 1.2481
Epoch [    2/   50] | d_loss: 1.0881 | g_loss: 1.0052
Epoch [    2/   50] | d_loss: 1.1970 | g_loss: 2.1612
Epoch [    2/   50] | d_loss: 1.2023 | g_loss: 1.2690
Epoch [    2/   50] | d_loss: 1.0414 | g_loss: 0.9219
Epoch [    2/   50] | d_loss: 1.0658 | g_loss: 1.5525
Epoch [    2/   50] | d_loss: 1.0962 | g_loss: 1.2093
Epoch [    2/   50] | d_loss: 1.0711 | g_loss: 0.9643
Epoch [    2/   50] | d_loss: 1.1228 | g_loss: 0.7929
Epoch [    2/   50] | d_loss: 1.3791 | g_loss: 1.1971
Epoch [    3/   50] | d_loss: 1.2023 | g_loss: 0.8022
Epoch [    3/   50] | d_loss: 1.1244 | g_loss: 1.1058
Epoch [    3/   50] | d_loss: 0.8525 | g_loss: 1.3820
Epoch [    3/   50] | d_loss: 0.9799 | g_loss: 1.4295
Epoch [    3/   50] | d_loss: 1.2491 | g_loss: 1.3049
Epoch [    3/   50] | d_loss: 0.9849 | g_loss: 1.1212
Epoch [    3/   50] | d_loss: 1.0939 | g_loss: 1.4148
Epoch [    3/   50] | d_loss: 1.3723 | g_loss: 0.7756
Epoch [    3/   50] | d_loss: 1.1030 | g_loss: 1.2060
Epoch [    3/   50] | d_loss: 1.0495 | g_loss: 1.2806
Epoch [    3/   50] | d_loss: 1.1720 | g_loss: 0.8111
Epoch [    3/   50] | d_loss: 1.1487 | g_loss: 0.9374
Epoch [    3/   50] | d_loss: 1.0485 | g_loss: 1.1466
Epoch [    3/   50] | d_loss: 1.1304 | g_loss: 1.3207
Epoch [    3/   50] | d_loss: 1.0512 | g_loss: 1.0539
Epoch [    4/   50] | d_loss: 1.2053 | g_loss: 0.4042
Epoch [    4/   50] | d_loss: 1.0562 | g_loss: 0.5026
Epoch [    4/   50] | d_loss: 1.0370 | g_loss: 1.0073
Epoch [    4/   50] | d_loss: 0.9400 | g_loss: 1.0845
Epoch [    4/   50] | d_loss: 1.0214 | g_loss: 0.8618
Epoch [    4/   50] | d_loss: 0.9706 | g_loss: 1.0267
Epoch [    4/   50] | d_loss: 0.9671 | g_loss: 1.1349
Epoch [    4/   50] | d_loss: 1.3168 | g_loss: 1.3120
Epoch [    4/   50] | d_loss: 1.1109 | g_loss: 1.0584
Epoch [    4/   50] | d_loss: 1.0849 | g_loss: 0.8479
Epoch [    4/   50] | d_loss: 1.2482 | g_loss: 0.8179
Epoch [    4/   50] | d_loss: 0.9930 | g_loss: 1.2220
Epoch [    4/   50] | d_loss: 1.1293 | g_loss: 0.6715
Epoch [    4/   50] | d_loss: 1.8624 | g_loss: 0.6725
Epoch [    4/   50] | d_loss: 1.1586 | g_loss: 0.9495
Epoch [    5/   50] | d_loss: 1.0037 | g_loss: 1.9124
Epoch [    5/   50] | d_loss: 1.0931 | g_loss: 0.8710
Epoch [    5/   50] | d_loss: 0.9168 | g_loss: 1.1857
Epoch [    5/   50] | d_loss: 0.9895 | g_loss: 0.9617
Epoch [    5/   50] | d_loss: 0.9664 | g_loss: 1.0117
Epoch [    5/   50] | d_loss: 0.9494 | g_loss: 1.1501
Epoch [    5/   50] | d_loss: 0.9238 | g_loss: 0.9437
Epoch [    5/   50] | d_loss: 0.9905 | g_loss: 1.7890
Epoch [    5/   50] | d_loss: 1.0696 | g_loss: 0.9938
Epoch [    5/   50] | d_loss: 0.9220 | g_loss: 1.3526
Epoch [    5/   50] | d_loss: 0.8659 | g_loss: 1.2824
Epoch [    5/   50] | d_loss: 1.1935 | g_loss: 1.4882
Epoch [    5/   50] | d_loss: 0.9360 | g_loss: 1.6141
Epoch [    5/   50] | d_loss: 0.8791 | g_loss: 1.8843
Epoch [    5/   50] | d_loss: 1.0053 | g_loss: 1.0564
Epoch [    6/   50] | d_loss: 0.9457 | g_loss: 1.4815
Epoch [    6/   50] | d_loss: 1.0946 | g_loss: 1.2295
Epoch [    6/   50] | d_loss: 1.3098 | g_loss: 0.9356
Epoch [    6/   50] | d_loss: 0.8720 | g_loss: 1.1349
Epoch [    6/   50] | d_loss: 0.9684 | g_loss: 1.2673
Epoch [    6/   50] | d_loss: 1.0425 | g_loss: 1.8401
Epoch [    6/   50] | d_loss: 0.8754 | g_loss: 1.6340
Epoch [    6/   50] | d_loss: 0.7656 | g_loss: 1.6484
Epoch [    6/   50] | d_loss: 0.9689 | g_loss: 1.5968
Epoch [    6/   50] | d_loss: 1.2283 | g_loss: 1.3913
Epoch [    6/   50] | d_loss: 1.3251 | g_loss: 1.7408
Epoch [    6/   50] | d_loss: 1.0232 | g_loss: 1.1481
Epoch [    6/   50] | d_loss: 0.9352 | g_loss: 1.0127
Epoch [    6/   50] | d_loss: 1.0654 | g_loss: 1.0592
Epoch [    6/   50] | d_loss: 0.9484 | g_loss: 1.4976
Epoch [    7/   50] | d_loss: 0.8138 | g_loss: 1.6577
Epoch [    7/   50] | d_loss: 0.9315 | g_loss: 1.9124
Epoch [    7/   50] | d_loss: 1.0464 | g_loss: 1.0275
Epoch [    7/   50] | d_loss: 1.2532 | g_loss: 1.9229
Epoch [    7/   50] | d_loss: 0.8342 | g_loss: 2.2146
Epoch [    7/   50] | d_loss: 0.8021 | g_loss: 1.6231
Epoch [    7/   50] | d_loss: 0.9007 | g_loss: 0.6884
Epoch [    7/   50] | d_loss: 1.0391 | g_loss: 0.9397
Epoch [    7/   50] | d_loss: 0.9487 | g_loss: 1.4721
Epoch [    7/   50] | d_loss: 0.7558 | g_loss: 1.4622
Epoch [    7/   50] | d_loss: 0.5791 | g_loss: 2.2437
Epoch [    7/   50] | d_loss: 0.8579 | g_loss: 1.5877
Epoch [    7/   50] | d_loss: 0.9460 | g_loss: 1.6077
Epoch [    7/   50] | d_loss: 0.9484 | g_loss: 1.4569
Epoch [    7/   50] | d_loss: 0.9397 | g_loss: 1.2059
Epoch [    8/   50] | d_loss: 0.9782 | g_loss: 1.5202
Epoch [    8/   50] | d_loss: 1.0251 | g_loss: 2.1591
Epoch [    8/   50] | d_loss: 0.6786 | g_loss: 1.6907
Epoch [    8/   50] | d_loss: 0.9654 | g_loss: 1.8498
Epoch [    8/   50] | d_loss: 1.1614 | g_loss: 0.7181
Epoch [    8/   50] | d_loss: 0.8132 | g_loss: 1.5813
Epoch [    8/   50] | d_loss: 0.9324 | g_loss: 0.9825
Epoch [    8/   50] | d_loss: 1.0106 | g_loss: 1.3705
Epoch [    8/   50] | d_loss: 0.8522 | g_loss: 1.7477
Epoch [    8/   50] | d_loss: 0.8716 | g_loss: 1.5887
Epoch [    8/   50] | d_loss: 1.0680 | g_loss: 1.1655
Epoch [    8/   50] | d_loss: 0.6563 | g_loss: 1.9640
Epoch [    8/   50] | d_loss: 0.9281 | g_loss: 1.0591
Epoch [    8/   50] | d_loss: 0.8671 | g_loss: 1.0330
Epoch [    8/   50] | d_loss: 0.8961 | g_loss: 1.7295
Epoch [    9/   50] | d_loss: 0.7370 | g_loss: 1.5028
Epoch [    9/   50] | d_loss: 0.7663 | g_loss: 1.6329
Epoch [    9/   50] | d_loss: 0.8238 | g_loss: 1.0690
Epoch [    9/   50] | d_loss: 0.7994 | g_loss: 1.5306
Epoch [    9/   50] | d_loss: 0.6345 | g_loss: 1.5914
Epoch [    9/   50] | d_loss: 0.6130 | g_loss: 1.3282
Epoch [    9/   50] | d_loss: 0.8168 | g_loss: 1.1154
Epoch [    9/   50] | d_loss: 0.7598 | g_loss: 0.9359
Epoch [    9/   50] | d_loss: 0.8581 | g_loss: 1.7023
Epoch [    9/   50] | d_loss: 0.9003 | g_loss: 1.2981
Epoch [    9/   50] | d_loss: 1.0219 | g_loss: 0.8604
Epoch [    9/   50] | d_loss: 0.8019 | g_loss: 1.1925
Epoch [    9/   50] | d_loss: 0.9692 | g_loss: 1.4270
Epoch [    9/   50] | d_loss: 0.7748 | g_loss: 1.4515
Epoch [    9/   50] | d_loss: 0.8524 | g_loss: 1.3496
Epoch [   10/   50] | d_loss: 0.7785 | g_loss: 1.6615
Epoch [   10/   50] | d_loss: 0.9909 | g_loss: 2.3807
Epoch [   10/   50] | d_loss: 0.6901 | g_loss: 1.7345
Epoch [   10/   50] | d_loss: 0.7455 | g_loss: 1.4733
Epoch [   10/   50] | d_loss: 0.9737 | g_loss: 0.8270
Epoch [   10/   50] | d_loss: 0.7373 | g_loss: 1.5032
Epoch [   10/   50] | d_loss: 0.8534 | g_loss: 1.7183
Epoch [   10/   50] | d_loss: 1.3298 | g_loss: 0.9065
Epoch [   10/   50] | d_loss: 0.6566 | g_loss: 1.2248
Epoch [   10/   50] | d_loss: 1.1139 | g_loss: 1.7561
Epoch [   10/   50] | d_loss: 0.8019 | g_loss: 1.4756
Epoch [   10/   50] | d_loss: 0.6802 | g_loss: 1.4628
Epoch [   10/   50] | d_loss: 0.8937 | g_loss: 1.4379
Epoch [   10/   50] | d_loss: 1.5912 | g_loss: 4.1955
Epoch [   10/   50] | d_loss: 1.1869 | g_loss: 0.5281
Epoch [   11/   50] | d_loss: 0.6906 | g_loss: 1.0652
Epoch [   11/   50] | d_loss: 1.3941 | g_loss: 1.5874
Epoch [   11/   50] | d_loss: 1.0242 | g_loss: 1.7373
Epoch [   11/   50] | d_loss: 1.3577 | g_loss: 2.8436
Epoch [   11/   50] | d_loss: 1.0313 | g_loss: 1.1348
Epoch [   11/   50] | d_loss: 0.8245 | g_loss: 1.6349
Epoch [   11/   50] | d_loss: 1.0027 | g_loss: 1.8457
Epoch [   11/   50] | d_loss: 0.7926 | g_loss: 1.4117
Epoch [   11/   50] | d_loss: 0.7379 | g_loss: 1.9826
Epoch [   11/   50] | d_loss: 0.7417 | g_loss: 1.3921
Epoch [   11/   50] | d_loss: 0.7767 | g_loss: 1.2960
Epoch [   11/   50] | d_loss: 0.9320 | g_loss: 1.1304
Epoch [   11/   50] | d_loss: 0.8270 | g_loss: 1.9894
Epoch [   11/   50] | d_loss: 0.6559 | g_loss: 1.0978
Epoch [   11/   50] | d_loss: 0.9953 | g_loss: 1.0446
Epoch [   12/   50] | d_loss: 0.7990 | g_loss: 0.9529
Epoch [   12/   50] | d_loss: 0.8018 | g_loss: 2.2104
Epoch [   12/   50] | d_loss: 0.9922 | g_loss: 1.2445
Epoch [   12/   50] | d_loss: 0.8505 | g_loss: 1.6569
Epoch [   12/   50] | d_loss: 0.7197 | g_loss: 1.5276
Epoch [   12/   50] | d_loss: 0.8035 | g_loss: 2.3491
Epoch [   12/   50] | d_loss: 1.0517 | g_loss: 0.9275
Epoch [   12/   50] | d_loss: 0.7157 | g_loss: 1.9212
Epoch [   12/   50] | d_loss: 0.7694 | g_loss: 1.6382
Epoch [   12/   50] | d_loss: 0.8103 | g_loss: 2.3333
Epoch [   12/   50] | d_loss: 0.5874 | g_loss: 1.5922
Epoch [   12/   50] | d_loss: 0.6894 | g_loss: 1.7335
Epoch [   12/   50] | d_loss: 0.8757 | g_loss: 1.1269
Epoch [   12/   50] | d_loss: 0.8372 | g_loss: 0.7331
Epoch [   12/   50] | d_loss: 0.9431 | g_loss: 1.0934
Epoch [   13/   50] | d_loss: 0.7851 | g_loss: 1.2424
Epoch [   13/   50] | d_loss: 0.7749 | g_loss: 1.7151
Epoch [   13/   50] | d_loss: 1.0064 | g_loss: 1.2548
Epoch [   13/   50] | d_loss: 0.6764 | g_loss: 1.3776
Epoch [   13/   50] | d_loss: 0.7242 | g_loss: 2.1065
Epoch [   13/   50] | d_loss: 0.9022 | g_loss: 2.3660
Epoch [   13/   50] | d_loss: 0.4470 | g_loss: 2.3978
Epoch [   13/   50] | d_loss: 0.7859 | g_loss: 1.3634
Epoch [   13/   50] | d_loss: 0.9917 | g_loss: 1.4564
Epoch [   13/   50] | d_loss: 0.7520 | g_loss: 1.5188
Epoch [   13/   50] | d_loss: 0.8161 | g_loss: 2.1477
Epoch [   13/   50] | d_loss: 0.8519 | g_loss: 1.3895
Epoch [   13/   50] | d_loss: 0.6714 | g_loss: 1.6515
Epoch [   13/   50] | d_loss: 0.6621 | g_loss: 1.4555
Epoch [   13/   50] | d_loss: 0.8556 | g_loss: 1.7004
Epoch [   14/   50] | d_loss: 0.7731 | g_loss: 1.2215
Epoch [   14/   50] | d_loss: 0.6667 | g_loss: 1.1246
Epoch [   14/   50] | d_loss: 0.6889 | g_loss: 2.6071
Epoch [   14/   50] | d_loss: 0.7301 | g_loss: 2.0553
Epoch [   14/   50] | d_loss: 0.7239 | g_loss: 1.6999
Epoch [   14/   50] | d_loss: 0.7574 | g_loss: 1.7511
Epoch [   14/   50] | d_loss: 0.7160 | g_loss: 2.2037
Epoch [   14/   50] | d_loss: 0.5620 | g_loss: 1.4531
Epoch [   14/   50] | d_loss: 0.4671 | g_loss: 2.1429
Epoch [   14/   50] | d_loss: 0.5958 | g_loss: 1.4813
Epoch [   14/   50] | d_loss: 0.7211 | g_loss: 0.8789
Epoch [   14/   50] | d_loss: 0.6431 | g_loss: 1.2289
Epoch [   14/   50] | d_loss: 1.8161 | g_loss: 0.5533
Epoch [   14/   50] | d_loss: 0.7253 | g_loss: 2.5258
Epoch [   14/   50] | d_loss: 0.6773 | g_loss: 2.3216
Epoch [   15/   50] | d_loss: 0.5747 | g_loss: 2.1619
Epoch [   15/   50] | d_loss: 0.5825 | g_loss: 1.7096
Epoch [   15/   50] | d_loss: 0.6023 | g_loss: 1.5679
Epoch [   15/   50] | d_loss: 0.6497 | g_loss: 2.4351
Epoch [   15/   50] | d_loss: 0.8682 | g_loss: 1.6005
Epoch [   15/   50] | d_loss: 0.7079 | g_loss: 0.9206
Epoch [   15/   50] | d_loss: 0.5874 | g_loss: 1.4024
Epoch [   15/   50] | d_loss: 0.7011 | g_loss: 1.6044
Epoch [   15/   50] | d_loss: 0.7018 | g_loss: 1.1835
Epoch [   15/   50] | d_loss: 0.3881 | g_loss: 2.5243
Epoch [   15/   50] | d_loss: 0.7274 | g_loss: 1.6833
Epoch [   15/   50] | d_loss: 0.6479 | g_loss: 1.7222
Epoch [   15/   50] | d_loss: 0.6325 | g_loss: 1.3258
Epoch [   15/   50] | d_loss: 0.7367 | g_loss: 2.1378
Epoch [   15/   50] | d_loss: 0.7129 | g_loss: 2.3700
Epoch [   16/   50] | d_loss: 0.5272 | g_loss: 2.0362
Epoch [   16/   50] | d_loss: 0.8763 | g_loss: 2.2652
Epoch [   16/   50] | d_loss: 0.6343 | g_loss: 1.3744
Epoch [   16/   50] | d_loss: 0.6461 | g_loss: 1.8046
Epoch [   16/   50] | d_loss: 0.6014 | g_loss: 1.4628
Epoch [   16/   50] | d_loss: 0.6850 | g_loss: 1.6038
Epoch [   16/   50] | d_loss: 1.6044 | g_loss: 0.5342
Epoch [   16/   50] | d_loss: 0.5453 | g_loss: 1.7315
Epoch [   16/   50] | d_loss: 0.6573 | g_loss: 1.3832
Epoch [   16/   50] | d_loss: 0.6904 | g_loss: 1.7735
Epoch [   16/   50] | d_loss: 0.5314 | g_loss: 1.7238
Epoch [   16/   50] | d_loss: 0.6328 | g_loss: 1.7455
Epoch [   16/   50] | d_loss: 0.8067 | g_loss: 1.1574
Epoch [   16/   50] | d_loss: 0.4962 | g_loss: 2.7794
Epoch [   16/   50] | d_loss: 0.7053 | g_loss: 2.1280
Epoch [   17/   50] | d_loss: 0.4639 | g_loss: 1.9595
Epoch [   17/   50] | d_loss: 0.6102 | g_loss: 1.3207
Epoch [   17/   50] | d_loss: 0.5704 | g_loss: 1.8237
Epoch [   17/   50] | d_loss: 0.5155 | g_loss: 2.7143
Epoch [   17/   50] | d_loss: 1.4292 | g_loss: 0.9080
Epoch [   17/   50] | d_loss: 0.5296 | g_loss: 1.6795
Epoch [   17/   50] | d_loss: 0.3530 | g_loss: 2.7066
Epoch [   17/   50] | d_loss: 0.5739 | g_loss: 1.7198
Epoch [   17/   50] | d_loss: 0.6388 | g_loss: 1.7020
Epoch [   17/   50] | d_loss: 0.6203 | g_loss: 0.9842
Epoch [   17/   50] | d_loss: 0.6846 | g_loss: 1.0228
Epoch [   17/   50] | d_loss: 0.6771 | g_loss: 1.6789
Epoch [   17/   50] | d_loss: 0.6467 | g_loss: 1.3882
Epoch [   17/   50] | d_loss: 0.5010 | g_loss: 1.7221
Epoch [   17/   50] | d_loss: 0.6015 | g_loss: 2.0336
Epoch [   18/   50] | d_loss: 0.3935 | g_loss: 1.9697
Epoch [   18/   50] | d_loss: 0.5242 | g_loss: 2.5161
Epoch [   18/   50] | d_loss: 0.8697 | g_loss: 1.0907
Epoch [   18/   50] | d_loss: 0.5448 | g_loss: 1.4555
Epoch [   18/   50] | d_loss: 0.3482 | g_loss: 2.9840
Epoch [   18/   50] | d_loss: 0.8527 | g_loss: 3.3054
Epoch [   18/   50] | d_loss: 1.1308 | g_loss: 3.4988
Epoch [   18/   50] | d_loss: 0.5501 | g_loss: 1.8628
Epoch [   18/   50] | d_loss: 0.4064 | g_loss: 2.0535
Epoch [   18/   50] | d_loss: 0.5780 | g_loss: 1.7420
Epoch [   18/   50] | d_loss: 0.8498 | g_loss: 1.2554
Epoch [   18/   50] | d_loss: 0.4991 | g_loss: 1.7866
Epoch [   18/   50] | d_loss: 0.8976 | g_loss: 1.2998
Epoch [   18/   50] | d_loss: 0.6648 | g_loss: 2.1897
Epoch [   18/   50] | d_loss: 0.6101 | g_loss: 1.4514
Epoch [   19/   50] | d_loss: 0.4485 | g_loss: 1.9842
Epoch [   19/   50] | d_loss: 0.5442 | g_loss: 1.2983
Epoch [   19/   50] | d_loss: 0.4586 | g_loss: 2.2271
Epoch [   19/   50] | d_loss: 0.5209 | g_loss: 1.6021
Epoch [   19/   50] | d_loss: 0.6363 | g_loss: 1.3762
Epoch [   19/   50] | d_loss: 0.3945 | g_loss: 2.0359
Epoch [   19/   50] | d_loss: 0.5807 | g_loss: 2.3110
Epoch [   19/   50] | d_loss: 1.2044 | g_loss: 0.9259
Epoch [   19/   50] | d_loss: 0.6119 | g_loss: 1.9281
Epoch [   19/   50] | d_loss: 0.7713 | g_loss: 1.2037
Epoch [   19/   50] | d_loss: 0.5672 | g_loss: 1.8831
Epoch [   19/   50] | d_loss: 0.4200 | g_loss: 2.5402
Epoch [   19/   50] | d_loss: 0.9451 | g_loss: 3.4219
Epoch [   19/   50] | d_loss: 0.6518 | g_loss: 1.4428
Epoch [   19/   50] | d_loss: 0.5752 | g_loss: 1.5130
Epoch [   20/   50] | d_loss: 0.4693 | g_loss: 2.5382
Epoch [   20/   50] | d_loss: 0.3614 | g_loss: 2.0794
Epoch [   20/   50] | d_loss: 0.6206 | g_loss: 2.0560
Epoch [   20/   50] | d_loss: 0.6512 | g_loss: 1.8901
Epoch [   20/   50] | d_loss: 0.4215 | g_loss: 2.0999
Epoch [   20/   50] | d_loss: 0.4571 | g_loss: 2.4287
Epoch [   20/   50] | d_loss: 0.4314 | g_loss: 2.3787
Epoch [   20/   50] | d_loss: 0.7115 | g_loss: 2.2596
Epoch [   20/   50] | d_loss: 0.4961 | g_loss: 2.0153
Epoch [   20/   50] | d_loss: 0.4603 | g_loss: 2.6897
Epoch [   20/   50] | d_loss: 0.5930 | g_loss: 2.0126
Epoch [   20/   50] | d_loss: 0.4779 | g_loss: 1.9298
Epoch [   20/   50] | d_loss: 0.4643 | g_loss: 2.2645
Epoch [   20/   50] | d_loss: 0.5791 | g_loss: 2.2020
Epoch [   20/   50] | d_loss: 0.6550 | g_loss: 1.6313
Epoch [   21/   50] | d_loss: 0.4534 | g_loss: 2.1635
Epoch [   21/   50] | d_loss: 0.4161 | g_loss: 2.2799
Epoch [   21/   50] | d_loss: 0.4274 | g_loss: 1.9110
Epoch [   21/   50] | d_loss: 1.6081 | g_loss: 0.0407
Epoch [   21/   50] | d_loss: 0.4740 | g_loss: 1.7709
Epoch [   21/   50] | d_loss: 0.5692 | g_loss: 1.7098
Epoch [   21/   50] | d_loss: 0.7098 | g_loss: 1.5447
Epoch [   21/   50] | d_loss: 1.0443 | g_loss: 3.8108
Epoch [   21/   50] | d_loss: 0.4594 | g_loss: 2.1455
Epoch [   21/   50] | d_loss: 4.3786 | g_loss: 0.2816
Epoch [   21/   50] | d_loss: 0.7209 | g_loss: 2.5710
Epoch [   21/   50] | d_loss: 0.5433 | g_loss: 1.9143
Epoch [   21/   50] | d_loss: 0.5322 | g_loss: 1.5170
Epoch [   21/   50] | d_loss: 0.5847 | g_loss: 1.9869
Epoch [   21/   50] | d_loss: 0.4585 | g_loss: 2.1987
Epoch [   22/   50] | d_loss: 0.3465 | g_loss: 2.5190
Epoch [   22/   50] | d_loss: 2.6170 | g_loss: 0.1109
Epoch [   22/   50] | d_loss: 0.6020 | g_loss: 1.8832
Epoch [   22/   50] | d_loss: 0.5238 | g_loss: 2.4295
Epoch [   22/   50] | d_loss: 0.4523 | g_loss: 2.0785
Epoch [   22/   50] | d_loss: 1.4406 | g_loss: 4.8575
Epoch [   22/   50] | d_loss: 0.3816 | g_loss: 2.4540
Epoch [   22/   50] | d_loss: 0.3684 | g_loss: 2.2716
Epoch [   22/   50] | d_loss: 0.5908 | g_loss: 2.3506
Epoch [   22/   50] | d_loss: 0.4458 | g_loss: 2.7172
Epoch [   22/   50] | d_loss: 0.4654 | g_loss: 2.2088
Epoch [   22/   50] | d_loss: 0.5888 | g_loss: 3.5119
Epoch [   22/   50] | d_loss: 1.4439 | g_loss: 0.5475
Epoch [   22/   50] | d_loss: 0.5659 | g_loss: 1.8671
Epoch [   22/   50] | d_loss: 0.5872 | g_loss: 1.6584
Epoch [   23/   50] | d_loss: 0.3636 | g_loss: 2.3912
Epoch [   23/   50] | d_loss: 0.4738 | g_loss: 1.6312
Epoch [   23/   50] | d_loss: 0.7591 | g_loss: 1.6606
Epoch [   23/   50] | d_loss: 0.3949 | g_loss: 2.8946
Epoch [   23/   50] | d_loss: 0.7239 | g_loss: 1.3664
Epoch [   23/   50] | d_loss: 0.3343 | g_loss: 1.6789
Epoch [   23/   50] | d_loss: 0.4259 | g_loss: 2.2716
Epoch [   23/   50] | d_loss: 0.6802 | g_loss: 1.4421
Epoch [   23/   50] | d_loss: 0.4566 | g_loss: 2.8418
Epoch [   23/   50] | d_loss: 0.6164 | g_loss: 1.2546
Epoch [   23/   50] | d_loss: 0.3785 | g_loss: 2.1637
Epoch [   23/   50] | d_loss: 0.5066 | g_loss: 3.2814
Epoch [   23/   50] | d_loss: 0.5108 | g_loss: 1.7752
Epoch [   23/   50] | d_loss: 0.4575 | g_loss: 2.8338
Epoch [   23/   50] | d_loss: 0.4696 | g_loss: 2.2229
Epoch [   24/   50] | d_loss: 0.3635 | g_loss: 2.6319
Epoch [   24/   50] | d_loss: 0.2942 | g_loss: 3.2749
Epoch [   24/   50] | d_loss: 0.3245 | g_loss: 2.4577
Epoch [   24/   50] | d_loss: 0.5434 | g_loss: 2.0224
Epoch [   24/   50] | d_loss: 0.4233 | g_loss: 2.1165
Epoch [   24/   50] | d_loss: 0.5048 | g_loss: 1.9899
Epoch [   24/   50] | d_loss: 0.6642 | g_loss: 0.9780
Epoch [   24/   50] | d_loss: 0.3778 | g_loss: 2.8705
Epoch [   24/   50] | d_loss: 0.3957 | g_loss: 1.8933
Epoch [   24/   50] | d_loss: 0.4741 | g_loss: 2.3238
Epoch [   24/   50] | d_loss: 0.4449 | g_loss: 2.2636
Epoch [   24/   50] | d_loss: 0.7844 | g_loss: 2.3764
Epoch [   24/   50] | d_loss: 0.7637 | g_loss: 1.4503
Epoch [   24/   50] | d_loss: 0.6422 | g_loss: 3.4156
Epoch [   24/   50] | d_loss: 0.6116 | g_loss: 0.6456
Epoch [   25/   50] | d_loss: 0.6529 | g_loss: 2.8711
Epoch [   25/   50] | d_loss: 0.6278 | g_loss: 1.9134
Epoch [   25/   50] | d_loss: 0.2188 | g_loss: 2.6940
Epoch [   25/   50] | d_loss: 0.5107 | g_loss: 2.0931
Epoch [   25/   50] | d_loss: 0.6105 | g_loss: 3.2180
Epoch [   25/   50] | d_loss: 0.3446 | g_loss: 2.4921
Epoch [   25/   50] | d_loss: 0.5772 | g_loss: 1.3561
Epoch [   25/   50] | d_loss: 0.3539 | g_loss: 3.1150
Epoch [   25/   50] | d_loss: 0.3727 | g_loss: 2.6596
Epoch [   25/   50] | d_loss: 0.3355 | g_loss: 2.8171
Epoch [   25/   50] | d_loss: 0.3838 | g_loss: 2.1452
Epoch [   25/   50] | d_loss: 0.2996 | g_loss: 2.2220
Epoch [   25/   50] | d_loss: 0.2898 | g_loss: 3.4828
Epoch [   25/   50] | d_loss: 0.5287 | g_loss: 2.0702
Epoch [   25/   50] | d_loss: 0.6110 | g_loss: 3.2947
Epoch [   26/   50] | d_loss: 0.4036 | g_loss: 3.0356
Epoch [   26/   50] | d_loss: 0.3284 | g_loss: 2.5155
Epoch [   26/   50] | d_loss: 0.4488 | g_loss: 2.1719
Epoch [   26/   50] | d_loss: 0.4104 | g_loss: 2.5122
Epoch [   26/   50] | d_loss: 1.3380 | g_loss: 5.6628
Epoch [   26/   50] | d_loss: 0.3903 | g_loss: 2.0750
Epoch [   26/   50] | d_loss: 0.3166 | g_loss: 2.1077
Epoch [   26/   50] | d_loss: 0.6564 | g_loss: 3.3317
Epoch [   26/   50] | d_loss: 0.4298 | g_loss: 2.5291
Epoch [   26/   50] | d_loss: 0.3928 | g_loss: 2.7223
Epoch [   26/   50] | d_loss: 0.9202 | g_loss: 4.8550
Epoch [   26/   50] | d_loss: 0.3899 | g_loss: 2.6529
Epoch [   26/   50] | d_loss: 0.4144 | g_loss: 2.0951
Epoch [   26/   50] | d_loss: 0.4223 | g_loss: 1.9848
Epoch [   26/   50] | d_loss: 0.3707 | g_loss: 2.0332
Epoch [   27/   50] | d_loss: 0.3069 | g_loss: 2.3624
Epoch [   27/   50] | d_loss: 0.2504 | g_loss: 3.3497
Epoch [   27/   50] | d_loss: 0.3937 | g_loss: 2.0790
Epoch [   27/   50] | d_loss: 0.8148 | g_loss: 1.4860
Epoch [   27/   50] | d_loss: 0.3807 | g_loss: 2.8949
Epoch [   27/   50] | d_loss: 0.2712 | g_loss: 2.8821
Epoch [   27/   50] | d_loss: 0.3156 | g_loss: 2.3735
Epoch [   27/   50] | d_loss: 2.6969 | g_loss: 4.6330
Epoch [   27/   50] | d_loss: 0.3711 | g_loss: 2.4435
Epoch [   27/   50] | d_loss: 0.3398 | g_loss: 3.1948
Epoch [   27/   50] | d_loss: 0.3694 | g_loss: 2.6793
Epoch [   27/   50] | d_loss: 0.2708 | g_loss: 3.0506
Epoch [   27/   50] | d_loss: 0.5335 | g_loss: 3.6757
Epoch [   27/   50] | d_loss: 0.4420 | g_loss: 1.8988
Epoch [   27/   50] | d_loss: 0.4363 | g_loss: 1.9104
Epoch [   28/   50] | d_loss: 0.3031 | g_loss: 1.7318
Epoch [   28/   50] | d_loss: 0.5481 | g_loss: 1.5583
Epoch [   28/   50] | d_loss: 0.3561 | g_loss: 1.4469
Epoch [   28/   50] | d_loss: 0.3583 | g_loss: 3.1616
Epoch [   28/   50] | d_loss: 0.4585 | g_loss: 3.5800
Epoch [   28/   50] | d_loss: 0.8234 | g_loss: 0.9103
Epoch [   28/   50] | d_loss: 0.3858 | g_loss: 1.8932
Epoch [   28/   50] | d_loss: 0.3119 | g_loss: 2.8676
Epoch [   28/   50] | d_loss: 0.3566 | g_loss: 1.9946
Epoch [   28/   50] | d_loss: 0.3150 | g_loss: 3.1752
Epoch [   28/   50] | d_loss: 0.4551 | g_loss: 2.8324
Epoch [   28/   50] | d_loss: 0.3908 | g_loss: 2.7006
Epoch [   28/   50] | d_loss: 0.3735 | g_loss: 1.5994
Epoch [   28/   50] | d_loss: 0.3165 | g_loss: 2.7810
Epoch [   28/   50] | d_loss: 0.6742 | g_loss: 4.8568
Epoch [   29/   50] | d_loss: 0.8753 | g_loss: 0.3267
Epoch [   29/   50] | d_loss: 0.4054 | g_loss: 2.8416
Epoch [   29/   50] | d_loss: 0.3431 | g_loss: 2.9213
Epoch [   29/   50] | d_loss: 0.4024 | g_loss: 2.5490
Epoch [   29/   50] | d_loss: 0.3861 | g_loss: 2.3952
Epoch [   29/   50] | d_loss: 0.4283 | g_loss: 2.5825
Epoch [   29/   50] | d_loss: 0.4316 | g_loss: 1.6497
Epoch [   29/   50] | d_loss: 0.3086 | g_loss: 2.6711
Epoch [   29/   50] | d_loss: 0.2521 | g_loss: 2.6960
Epoch [   29/   50] | d_loss: 1.8444 | g_loss: 4.7052
Epoch [   29/   50] | d_loss: 0.4486 | g_loss: 2.0556
Epoch [   29/   50] | d_loss: 0.4022 | g_loss: 2.4467
Epoch [   29/   50] | d_loss: 0.4526 | g_loss: 2.0021
Epoch [   29/   50] | d_loss: 0.3461 | g_loss: 2.4160
Epoch [   29/   50] | d_loss: 0.4004 | g_loss: 1.8618
Epoch [   30/   50] | d_loss: 0.3265 | g_loss: 2.3404
Epoch [   30/   50] | d_loss: 0.3274 | g_loss: 3.1194
Epoch [   30/   50] | d_loss: 0.2691 | g_loss: 1.9960
Epoch [   30/   50] | d_loss: 0.3821 | g_loss: 3.1377
Epoch [   30/   50] | d_loss: 0.3328 | g_loss: 2.4449
Epoch [   30/   50] | d_loss: 0.5105 | g_loss: 3.1544
Epoch [   30/   50] | d_loss: 0.2836 | g_loss: 2.9928
Epoch [   30/   50] | d_loss: 0.2438 | g_loss: 3.1387
Epoch [   30/   50] | d_loss: 0.4379 | g_loss: 2.0581
Epoch [   30/   50] | d_loss: 0.3500 | g_loss: 1.8506
Epoch [   30/   50] | d_loss: 0.4522 | g_loss: 1.8751
Epoch [   30/   50] | d_loss: 0.6778 | g_loss: 2.3421
Epoch [   30/   50] | d_loss: 0.4626 | g_loss: 2.0724
Epoch [   30/   50] | d_loss: 0.3796 | g_loss: 2.5399
Epoch [   30/   50] | d_loss: 0.7276 | g_loss: 0.6174
Epoch [   31/   50] | d_loss: 0.6403 | g_loss: 3.6230
Epoch [   31/   50] | d_loss: 0.2595 | g_loss: 2.9061
Epoch [   31/   50] | d_loss: 0.3567 | g_loss: 2.7521
Epoch [   31/   50] | d_loss: 0.6730 | g_loss: 4.8036
Epoch [   31/   50] | d_loss: 0.4638 | g_loss: 2.5403
Epoch [   31/   50] | d_loss: 0.4109 | g_loss: 2.5231
Epoch [   31/   50] | d_loss: 0.2834 | g_loss: 3.2134
Epoch [   31/   50] | d_loss: 0.3262 | g_loss: 2.6636
Epoch [   31/   50] | d_loss: 0.3456 | g_loss: 1.8975
Epoch [   31/   50] | d_loss: 0.9993 | g_loss: 1.0616
Epoch [   31/   50] | d_loss: 0.2827 | g_loss: 2.8729
Epoch [   31/   50] | d_loss: 0.2684 | g_loss: 2.8493
Epoch [   31/   50] | d_loss: 3.3501 | g_loss: 0.0648
Epoch [   31/   50] | d_loss: 0.4321 | g_loss: 2.2198
Epoch [   31/   50] | d_loss: 0.2563 | g_loss: 2.6896
Epoch [   32/   50] | d_loss: 0.3390 | g_loss: 2.9346
Epoch [   32/   50] | d_loss: 0.5896 | g_loss: 1.8536
Epoch [   32/   50] | d_loss: 0.4638 | g_loss: 1.5116
Epoch [   32/   50] | d_loss: 0.2366 | g_loss: 2.5557
Epoch [   32/   50] | d_loss: 1.3676 | g_loss: 4.0844
Epoch [   32/   50] | d_loss: 0.2134 | g_loss: 2.9181
Epoch [   32/   50] | d_loss: 0.3118 | g_loss: 2.8600
Epoch [   32/   50] | d_loss: 0.3607 | g_loss: 2.7722
Epoch [   32/   50] | d_loss: 0.3061 | g_loss: 2.6916
Epoch [   32/   50] | d_loss: 0.2366 | g_loss: 3.7572
Epoch [   32/   50] | d_loss: 0.4553 | g_loss: 2.0987
Epoch [   32/   50] | d_loss: 0.4234 | g_loss: 2.7162
Epoch [   32/   50] | d_loss: 0.3159 | g_loss: 2.9403
Epoch [   32/   50] | d_loss: 0.3789 | g_loss: 1.7885
Epoch [   32/   50] | d_loss: 0.2518 | g_loss: 2.5845
Epoch [   33/   50] | d_loss: 0.3188 | g_loss: 2.1564
Epoch [   33/   50] | d_loss: 1.6242 | g_loss: 2.8422
Epoch [   33/   50] | d_loss: 0.2065 | g_loss: 3.1045
Epoch [   33/   50] | d_loss: 0.3180 | g_loss: 2.5315
Epoch [   33/   50] | d_loss: 0.3361 | g_loss: 2.3845
Epoch [   33/   50] | d_loss: 2.0285 | g_loss: 0.4484
Epoch [   33/   50] | d_loss: 0.2973 | g_loss: 2.6645
Epoch [   33/   50] | d_loss: 0.5024 | g_loss: 3.0820
Epoch [   33/   50] | d_loss: 0.3339 | g_loss: 2.5972
Epoch [   33/   50] | d_loss: 0.2715 | g_loss: 2.8169
Epoch [   33/   50] | d_loss: 1.1345 | g_loss: 1.3715
Epoch [   33/   50] | d_loss: 0.3680 | g_loss: 2.6695
Epoch [   33/   50] | d_loss: 0.4805 | g_loss: 2.1896
Epoch [   33/   50] | d_loss: 0.2801 | g_loss: 2.5922
Epoch [   33/   50] | d_loss: 0.3621 | g_loss: 1.3596
Epoch [   34/   50] | d_loss: 0.4323 | g_loss: 2.4956
Epoch [   34/   50] | d_loss: 0.9859 | g_loss: 2.2351
Epoch [   34/   50] | d_loss: 0.3753 | g_loss: 1.8427
Epoch [   34/   50] | d_loss: 0.3085 | g_loss: 2.7162
Epoch [   34/   50] | d_loss: 0.3313 | g_loss: 3.4621
Epoch [   34/   50] | d_loss: 0.3638 | g_loss: 2.5599
Epoch [   34/   50] | d_loss: 5.1646 | g_loss: 2.7835
Epoch [   34/   50] | d_loss: 0.3428 | g_loss: 3.0288
Epoch [   34/   50] | d_loss: 0.4108 | g_loss: 2.5746
Epoch [   34/   50] | d_loss: 0.3539 | g_loss: 2.0646
Epoch [   34/   50] | d_loss: 0.4998 | g_loss: 1.8090
Epoch [   34/   50] | d_loss: 0.4426 | g_loss: 3.4539
Epoch [   34/   50] | d_loss: 0.2609 | g_loss: 2.7719
Epoch [   34/   50] | d_loss: 0.2322 | g_loss: 2.4048
Epoch [   34/   50] | d_loss: 0.3113 | g_loss: 3.6534
Epoch [   35/   50] | d_loss: 0.2615 | g_loss: 2.4478
Epoch [   35/   50] | d_loss: 0.2400 | g_loss: 2.6852
Epoch [   35/   50] | d_loss: 0.2381 | g_loss: 2.7727
Epoch [   35/   50] | d_loss: 0.3287 | g_loss: 2.9886
Epoch [   35/   50] | d_loss: 0.4150 | g_loss: 2.6299
Epoch [   35/   50] | d_loss: 0.2370 | g_loss: 2.8324
Epoch [   35/   50] | d_loss: 0.3612 | g_loss: 3.1059
Epoch [   35/   50] | d_loss: 0.3018 | g_loss: 2.1436
Epoch [   35/   50] | d_loss: 0.3039 | g_loss: 3.1747
Epoch [   35/   50] | d_loss: 0.9990 | g_loss: 1.4530
Epoch [   35/   50] | d_loss: 0.2464 | g_loss: 2.2622
Epoch [   35/   50] | d_loss: 0.3826 | g_loss: 3.6131
Epoch [   35/   50] | d_loss: 0.3694 | g_loss: 2.6168
Epoch [   35/   50] | d_loss: 0.3899 | g_loss: 2.9720
Epoch [   35/   50] | d_loss: 0.2404 | g_loss: 3.3251
Epoch [   36/   50] | d_loss: 0.2880 | g_loss: 2.7560
Epoch [   36/   50] | d_loss: 0.3017 | g_loss: 2.6979
Epoch [   36/   50] | d_loss: 0.4101 | g_loss: 3.1033
Epoch [   36/   50] | d_loss: 0.3438 | g_loss: 3.0665
Epoch [   36/   50] | d_loss: 0.3084 | g_loss: 1.5562
Epoch [   36/   50] | d_loss: 0.2822 | g_loss: 3.1786
Epoch [   36/   50] | d_loss: 0.2340 | g_loss: 2.7470
Epoch [   36/   50] | d_loss: 0.2236 | g_loss: 3.3204
Epoch [   36/   50] | d_loss: 0.2859 | g_loss: 2.5596
Epoch [   36/   50] | d_loss: 0.3222 | g_loss: 2.2335
Epoch [   36/   50] | d_loss: 0.2641 | g_loss: 3.0927
Epoch [   36/   50] | d_loss: 0.5390 | g_loss: 5.3250
Epoch [   36/   50] | d_loss: 0.3737 | g_loss: 3.6118
Epoch [   36/   50] | d_loss: 0.2805 | g_loss: 2.1699
Epoch [   36/   50] | d_loss: 0.2617 | g_loss: 3.1780
Epoch [   37/   50] | d_loss: 0.1901 | g_loss: 2.8291
Epoch [   37/   50] | d_loss: 0.2246 | g_loss: 3.3540
Epoch [   37/   50] | d_loss: 1.0088 | g_loss: 2.1988
Epoch [   37/   50] | d_loss: 0.3115 | g_loss: 3.0604
Epoch [   37/   50] | d_loss: 0.2603 | g_loss: 2.9896
Epoch [   37/   50] | d_loss: 0.2268 | g_loss: 3.4959
Epoch [   37/   50] | d_loss: 0.3813 | g_loss: 3.5253
Epoch [   37/   50] | d_loss: 0.2936 | g_loss: 3.1152
Epoch [   37/   50] | d_loss: 0.2012 | g_loss: 2.4369
Epoch [   37/   50] | d_loss: 0.5442 | g_loss: 2.0042
Epoch [   37/   50] | d_loss: 0.1937 | g_loss: 3.1174
Epoch [   37/   50] | d_loss: 0.3262 | g_loss: 2.2041
Epoch [   37/   50] | d_loss: 0.4568 | g_loss: 3.2948
Epoch [   37/   50] | d_loss: 0.3165 | g_loss: 3.1052
Epoch [   37/   50] | d_loss: 0.2789 | g_loss: 1.7504
Epoch [   38/   50] | d_loss: 0.1986 | g_loss: 1.8982
Epoch [   38/   50] | d_loss: 0.7703 | g_loss: 4.2112
Epoch [   38/   50] | d_loss: 0.3641 | g_loss: 3.3182
Epoch [   38/   50] | d_loss: 0.3650 | g_loss: 2.0684
Epoch [   38/   50] | d_loss: 0.1714 | g_loss: 3.8688
Epoch [   38/   50] | d_loss: 0.1715 | g_loss: 2.9626
Epoch [   38/   50] | d_loss: 0.5570 | g_loss: 2.3036
Epoch [   38/   50] | d_loss: 0.2679 | g_loss: 2.9863
Epoch [   38/   50] | d_loss: 0.1962 | g_loss: 3.1922
Epoch [   38/   50] | d_loss: 0.2615 | g_loss: 3.3093
Epoch [   38/   50] | d_loss: 0.5266 | g_loss: 1.5710
Epoch [   38/   50] | d_loss: 0.2375 | g_loss: 3.7314
Epoch [   38/   50] | d_loss: 0.2244 | g_loss: 2.9362
Epoch [   38/   50] | d_loss: 0.2594 | g_loss: 3.2033
Epoch [   38/   50] | d_loss: 0.2031 | g_loss: 3.0849
Epoch [   39/   50] | d_loss: 0.2774 | g_loss: 2.4339
Epoch [   39/   50] | d_loss: 0.2050 | g_loss: 2.2499
Epoch [   39/   50] | d_loss: 0.1767 | g_loss: 3.1699
Epoch [   39/   50] | d_loss: 1.3018 | g_loss: 1.9100
Epoch [   39/   50] | d_loss: 0.3540 | g_loss: 3.2563
Epoch [   39/   50] | d_loss: 0.2290 | g_loss: 3.1644
Epoch [   39/   50] | d_loss: 0.2438 | g_loss: 3.4274
Epoch [   39/   50] | d_loss: 0.1802 | g_loss: 3.7957
Epoch [   39/   50] | d_loss: 3.1599 | g_loss: 0.5726
Epoch [   39/   50] | d_loss: 0.4187 | g_loss: 0.8390
Epoch [   39/   50] | d_loss: 0.2069 | g_loss: 3.0293
Epoch [   39/   50] | d_loss: 0.4188 | g_loss: 5.6617
Epoch [   39/   50] | d_loss: 0.2126 | g_loss: 3.3371
Epoch [   39/   50] | d_loss: 0.3619 | g_loss: 2.2989
Epoch [   39/   50] | d_loss: 0.1516 | g_loss: 3.8397
Epoch [   40/   50] | d_loss: 0.3119 | g_loss: 3.3772
Epoch [   40/   50] | d_loss: 0.2407 | g_loss: 3.5113
Epoch [   40/   50] | d_loss: 0.1213 | g_loss: 3.9331
Epoch [   40/   50] | d_loss: 1.7651 | g_loss: 0.4192
Epoch [   40/   50] | d_loss: 0.2592 | g_loss: 2.7367
Epoch [   40/   50] | d_loss: 0.1396 | g_loss: 3.5888
Epoch [   40/   50] | d_loss: 0.2145 | g_loss: 2.8731
Epoch [   40/   50] | d_loss: 0.2606 | g_loss: 2.6361
Epoch [   40/   50] | d_loss: 0.1710 | g_loss: 3.4019
Epoch [   40/   50] | d_loss: 1.8790 | g_loss: 2.7312
Epoch [   40/   50] | d_loss: 0.2287 | g_loss: 4.0555
Epoch [   40/   50] | d_loss: 0.3443 | g_loss: 3.2025
Epoch [   40/   50] | d_loss: 0.1411 | g_loss: 3.0305
Epoch [   40/   50] | d_loss: 0.1809 | g_loss: 2.7199
Epoch [   40/   50] | d_loss: 0.2072 | g_loss: 3.1627
Epoch [   41/   50] | d_loss: 0.3153 | g_loss: 3.3672
Epoch [   41/   50] | d_loss: 0.2260 | g_loss: 3.3818
Epoch [   41/   50] | d_loss: 0.2512 | g_loss: 2.4186
Epoch [   41/   50] | d_loss: 2.4265 | g_loss: 2.8415
Epoch [   41/   50] | d_loss: 0.3112 | g_loss: 2.5290
Epoch [   41/   50] | d_loss: 0.2216 | g_loss: 3.1279
Epoch [   41/   50] | d_loss: 0.2787 | g_loss: 2.5990
Epoch [   41/   50] | d_loss: 0.3096 | g_loss: 2.6877
Epoch [   41/   50] | d_loss: 0.1604 | g_loss: 2.7832
Epoch [   41/   50] | d_loss: 0.2040 | g_loss: 2.9468
Epoch [   41/   50] | d_loss: 0.2767 | g_loss: 3.9899
Epoch [   41/   50] | d_loss: 0.3370 | g_loss: 2.2148
Epoch [   41/   50] | d_loss: 0.2212 | g_loss: 3.7110
Epoch [   41/   50] | d_loss: 0.7842 | g_loss: 1.2595
Epoch [   41/   50] | d_loss: 0.3772 | g_loss: 2.9149
Epoch [   42/   50] | d_loss: 0.3078 | g_loss: 3.6384
Epoch [   42/   50] | d_loss: 0.1878 | g_loss: 3.2577
Epoch [   42/   50] | d_loss: 0.2605 | g_loss: 2.4483
Epoch [   42/   50] | d_loss: 0.1966 | g_loss: 2.7188
Epoch [   42/   50] | d_loss: 0.2101 | g_loss: 2.6955
Epoch [   42/   50] | d_loss: 1.6019 | g_loss: 9.2868
Epoch [   42/   50] | d_loss: 0.6446 | g_loss: 1.2024
Epoch [   42/   50] | d_loss: 0.2973 | g_loss: 2.5456
Epoch [   42/   50] | d_loss: 0.4779 | g_loss: 2.6367
Epoch [   42/   50] | d_loss: 0.2281 | g_loss: 3.5583
Epoch [   42/   50] | d_loss: 0.2962 | g_loss: 3.2535
Epoch [   42/   50] | d_loss: 0.2669 | g_loss: 4.1109
Epoch [   42/   50] | d_loss: 0.2078 | g_loss: 2.8340
Epoch [   42/   50] | d_loss: 2.4168 | g_loss: 4.0753
Epoch [   42/   50] | d_loss: 0.2069 | g_loss: 2.5487
Epoch [   43/   50] | d_loss: 0.3452 | g_loss: 3.6013
Epoch [   43/   50] | d_loss: 0.2770 | g_loss: 2.9328
Epoch [   43/   50] | d_loss: 0.1520 | g_loss: 3.2896
Epoch [   43/   50] | d_loss: 0.2594 | g_loss: 2.9950
Epoch [   43/   50] | d_loss: 0.1903 | g_loss: 3.4220
Epoch [   43/   50] | d_loss: 4.3935 | g_loss: 5.7670
Epoch [   43/   50] | d_loss: 0.2443 | g_loss: 3.6134
Epoch [   43/   50] | d_loss: 0.1919 | g_loss: 4.1532
Epoch [   43/   50] | d_loss: 0.1639 | g_loss: 2.7201
Epoch [   43/   50] | d_loss: 0.7336 | g_loss: 2.4247
Epoch [   43/   50] | d_loss: 0.1372 | g_loss: 3.7959
Epoch [   43/   50] | d_loss: 0.2749 | g_loss: 4.0840
Epoch [   43/   50] | d_loss: 0.2053 | g_loss: 3.3758
Epoch [   43/   50] | d_loss: 4.6986 | g_loss: 3.4360
Epoch [   43/   50] | d_loss: 0.6678 | g_loss: 4.5986
Epoch [   44/   50] | d_loss: 0.7519 | g_loss: 1.5003
Epoch [   44/   50] | d_loss: 0.2632 | g_loss: 2.9014
Epoch [   44/   50] | d_loss: 0.3448 | g_loss: 4.0248
Epoch [   44/   50] | d_loss: 0.4614 | g_loss: 3.6637
Epoch [   44/   50] | d_loss: 0.2382 | g_loss: 3.2705
Epoch [   44/   50] | d_loss: 0.2464 | g_loss: 3.2905
Epoch [   44/   50] | d_loss: 0.1449 | g_loss: 3.0163
Epoch [   44/   50] | d_loss: 0.2242 | g_loss: 3.4961
Epoch [   44/   50] | d_loss: 0.3356 | g_loss: 3.1679
Epoch [   44/   50] | d_loss: 0.1633 | g_loss: 3.3377
Epoch [   44/   50] | d_loss: 0.2506 | g_loss: 2.7095
Epoch [   44/   50] | d_loss: 0.2456 | g_loss: 3.2139
Epoch [   44/   50] | d_loss: 0.3176 | g_loss: 2.3392
Epoch [   44/   50] | d_loss: 0.1820 | g_loss: 2.9729
Epoch [   44/   50] | d_loss: 0.1910 | g_loss: 3.2386
Epoch [   45/   50] | d_loss: 0.1170 | g_loss: 3.4802
Epoch [   45/   50] | d_loss: 0.2161 | g_loss: 4.2383
Epoch [   45/   50] | d_loss: 0.1994 | g_loss: 3.3981
Epoch [   45/   50] | d_loss: 0.1658 | g_loss: 2.6481
Epoch [   45/   50] | d_loss: 0.1869 | g_loss: 3.5964
Epoch [   45/   50] | d_loss: 0.4449 | g_loss: 2.3528
Epoch [   45/   50] | d_loss: 0.6282 | g_loss: 2.1136
Epoch [   45/   50] | d_loss: 0.2263 | g_loss: 2.8755
Epoch [   45/   50] | d_loss: 0.3266 | g_loss: 2.0525
Epoch [   45/   50] | d_loss: 0.2129 | g_loss: 2.5537
Epoch [   45/   50] | d_loss: 0.1496 | g_loss: 3.6063
Epoch [   45/   50] | d_loss: 0.2383 | g_loss: 2.8597
Epoch [   45/   50] | d_loss: 0.1600 | g_loss: 4.3628
Epoch [   45/   50] | d_loss: 0.2880 | g_loss: 2.9302
Epoch [   45/   50] | d_loss: 0.2711 | g_loss: 2.9119
Epoch [   46/   50] | d_loss: 0.8124 | g_loss: 4.8866
Epoch [   46/   50] | d_loss: 0.1518 | g_loss: 3.5528
Epoch [   46/   50] | d_loss: 0.1837 | g_loss: 2.9020
Epoch [   46/   50] | d_loss: 0.1951 | g_loss: 3.0044
Epoch [   46/   50] | d_loss: 0.1901 | g_loss: 3.6744
Epoch [   46/   50] | d_loss: 0.1842 | g_loss: 3.7160
Epoch [   46/   50] | d_loss: 0.1728 | g_loss: 4.0839
Epoch [   46/   50] | d_loss: 0.2461 | g_loss: 3.6822
Epoch [   46/   50] | d_loss: 0.1562 | g_loss: 2.7869
Epoch [   46/   50] | d_loss: 0.1132 | g_loss: 3.7540
Epoch [   46/   50] | d_loss: 0.1187 | g_loss: 3.2819
Epoch [   46/   50] | d_loss: 0.1694 | g_loss: 3.4485
Epoch [   46/   50] | d_loss: 0.0934 | g_loss: 5.2257
Epoch [   46/   50] | d_loss: 0.2166 | g_loss: 2.5062
Epoch [   46/   50] | d_loss: 0.1695 | g_loss: 3.2451
Epoch [   47/   50] | d_loss: 0.2231 | g_loss: 3.0866
Epoch [   47/   50] | d_loss: 0.2686 | g_loss: 3.6080
Epoch [   47/   50] | d_loss: 0.3170 | g_loss: 2.4702
Epoch [   47/   50] | d_loss: 0.1461 | g_loss: 3.6401
Epoch [   47/   50] | d_loss: 0.2556 | g_loss: 1.3892
Epoch [   47/   50] | d_loss: 0.1634 | g_loss: 3.0513
Epoch [   47/   50] | d_loss: 0.1331 | g_loss: 3.4577
Epoch [   47/   50] | d_loss: 0.2113 | g_loss: 3.0137
Epoch [   47/   50] | d_loss: 0.1726 | g_loss: 3.9299
Epoch [   47/   50] | d_loss: 0.1842 | g_loss: 2.6656
Epoch [   47/   50] | d_loss: 2.7381 | g_loss: 0.1140
Epoch [   47/   50] | d_loss: 1.8105 | g_loss: 0.9668
Epoch [   47/   50] | d_loss: 0.1675 | g_loss: 3.3615
Epoch [   47/   50] | d_loss: 0.1624 | g_loss: 4.1355
Epoch [   47/   50] | d_loss: 0.1486 | g_loss: 3.5515
Epoch [   48/   50] | d_loss: 0.2930 | g_loss: 3.3932
Epoch [   48/   50] | d_loss: 0.4257 | g_loss: 2.5022
Epoch [   48/   50] | d_loss: 0.1133 | g_loss: 3.7227
Epoch [   48/   50] | d_loss: 0.1462 | g_loss: 3.5927
Epoch [   48/   50] | d_loss: 0.2001 | g_loss: 3.2390
Epoch [   48/   50] | d_loss: 1.5310 | g_loss: 1.9532
Epoch [   48/   50] | d_loss: 0.2138 | g_loss: 2.9082
Epoch [   48/   50] | d_loss: 0.2029 | g_loss: 3.1562
Epoch [   48/   50] | d_loss: 0.2875 | g_loss: 3.6213
Epoch [   48/   50] | d_loss: 2.7402 | g_loss: 0.7374
Epoch [   48/   50] | d_loss: 0.1665 | g_loss: 4.2452
Epoch [   48/   50] | d_loss: 0.2211 | g_loss: 3.2579
Epoch [   48/   50] | d_loss: 0.1520 | g_loss: 3.3990
Epoch [   48/   50] | d_loss: 0.1690 | g_loss: 4.6586
Epoch [   48/   50] | d_loss: 0.2796 | g_loss: 3.3870
Epoch [   49/   50] | d_loss: 0.3232 | g_loss: 4.4849
Epoch [   49/   50] | d_loss: 0.3101 | g_loss: 2.1826
Epoch [   49/   50] | d_loss: 0.1543 | g_loss: 3.1909
Epoch [   49/   50] | d_loss: 1.3225 | g_loss: 0.8226
Epoch [   49/   50] | d_loss: 0.1925 | g_loss: 3.2263
Epoch [   49/   50] | d_loss: 0.2214 | g_loss: 3.9956
Epoch [   49/   50] | d_loss: 0.1674 | g_loss: 3.8526
Epoch [   49/   50] | d_loss: 0.8031 | g_loss: 1.0895
Epoch [   49/   50] | d_loss: 0.3492 | g_loss: 2.6752
Epoch [   49/   50] | d_loss: 0.2762 | g_loss: 3.4248
Epoch [   49/   50] | d_loss: 0.2116 | g_loss: 3.8104
Epoch [   49/   50] | d_loss: 0.3216 | g_loss: 2.1878
Epoch [   49/   50] | d_loss: 0.4451 | g_loss: 2.5359
Epoch [   49/   50] | d_loss: 0.3863 | g_loss: 1.8038
Epoch [   49/   50] | d_loss: 0.1534 | g_loss: 3.3556
Epoch [   50/   50] | d_loss: 0.1289 | g_loss: 3.4236
Epoch [   50/   50] | d_loss: 0.1502 | g_loss: 3.7643
Epoch [   50/   50] | d_loss: 0.2209 | g_loss: 2.5665
Epoch [   50/   50] | d_loss: 0.1255 | g_loss: 3.7404
Epoch [   50/   50] | d_loss: 0.3930 | g_loss: 1.7929
Epoch [   50/   50] | d_loss: 0.9372 | g_loss: 1.5902
Epoch [   50/   50] | d_loss: 0.3988 | g_loss: 2.7504
Epoch [   50/   50] | d_loss: 0.1961 | g_loss: 4.8155
Epoch [   50/   50] | d_loss: 0.3599 | g_loss: 2.6625
Epoch [   50/   50] | d_loss: 0.1948 | g_loss: 3.9403
Epoch [   50/   50] | d_loss: 0.1538 | g_loss: 4.2604
Epoch [   50/   50] | d_loss: 0.1807 | g_loss: 3.3050
Epoch [   50/   50] | d_loss: 0.1398 | g_loss: 3.1204
Epoch [   50/   50] | d_loss: 6.3074 | g_loss: 0.8181
Epoch [   50/   50] | d_loss: 0.1155 | g_loss: 2.9187

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7ff54157e160>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

1. We can try different types of Optimizers
2. Train for more number of epochs will produce better results
3. Hires images with more number of convolutional layers can produce better results
4. Large images could help in detecting more features and thus produce better results. But still we would have to train more epochs and have more convolutional layers.
5. The genareted faces are more likely celebrity images because the dataset is all celebrities
6. Could try out using residual blocks as in CycleGANs

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.